Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization

• Main Authors: Yuan, Haonan, Sun, Qingyun, Fu, Xingcheng, Zhang, Ziwei, Ji, Cheng, Peng, Hao, Li, Jianxin
• Format: Journal Article
• Language: English
• Published: 18.11.2023
• Subjects: Computer Science - Artificial Intelligence; Computer Science - Learning

Dynamic graph neural networks (DGNNs) are increasingly pervasive in exploiting spatio-temporal patterns on dynamic graphs. However, existing works fail to generalize under distribution shifts, which are common in real-world scenarios. As the generation of dynamic graphs is heavily influenced by late...